LLM as GNN: Graph Vocabulary Learning for Text-Attributed Graph Foundation Models

@article{xi2026,
  title = {LLM as GNN: Graph Vocabulary Learning for Text-Attributed Graph Foundation Models},
  author = {Zhu, Xi and Xue, Haochen and Zhao, Ziwei and Xu, Wujiang and Huang, Ching-Yuen and Guo, Minghao and Wang, Qifan and Zhou, Kaixiong and Razzak, Imran and Zhang, Yongfeng},
  journal = {Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing},
  year = {2026},
  month = {Jan},
}

Zhu, Xi et al. (2026). LLM as GNN: Graph Vocabulary Learning for Text-Attributed Graph Foundation Models. Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing.

Zhu, Xi, et al.. "LLM as GNN: Graph Vocabulary Learning for Text-Attributed Graph Foundation Models." Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing, 2026.

Zhu, Xi, et al.. "LLM as GNN: Graph Vocabulary Learning for Text-Attributed Graph Foundation Models." Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing (2026).

Zhu, Xi et al., 2026. LLM as GNN: Graph Vocabulary Learning for Text-Attributed Graph Foundation Models. Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing.

TY  - JOUR
TI  - LLM as GNN: Graph Vocabulary Learning for Text-Attributed Graph Foundation Models
AU  - Zhu, Xi
AU  - Xue, Haochen
AU  - Zhao, Ziwei
AU  - Xu, Wujiang
AU  - Huang, Ching-Yuen
AU  - Guo, Minghao
AU  - Wang, Qifan
AU  - Zhou, Kaixiong
AU  - Razzak, Imran
AU  - Zhang, Yongfeng
PY  - 2026
JO  - Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing
ER  -